{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie = pd.read_csv(\"./data/IMDB-Movie-Data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Title</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Description</th>\n",
       "      <th>Director</th>\n",
       "      <th>Actors</th>\n",
       "      <th>Year</th>\n",
       "      <th>Runtime (Minutes)</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Revenue (Millions)</th>\n",
       "      <th>Metascore</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>A group of intergalactic criminals are forced ...</td>\n",
       "      <td>James Gunn</td>\n",
       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
       "      <td>2014</td>\n",
       "      <td>121</td>\n",
       "      <td>8.1</td>\n",
       "      <td>757074</td>\n",
       "      <td>333.13</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Prometheus</td>\n",
       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
       "      <td>Following clues to the origin of mankind, a te...</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
       "      <td>2012</td>\n",
       "      <td>124</td>\n",
       "      <td>7.0</td>\n",
       "      <td>485820</td>\n",
       "      <td>126.46</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Split</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
       "      <td>M. Night Shyamalan</td>\n",
       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
       "      <td>2016</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>157606</td>\n",
       "      <td>138.12</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
       "      <td>Christophe Lourdelet</td>\n",
       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
       "      <td>2016</td>\n",
       "      <td>108</td>\n",
       "      <td>7.2</td>\n",
       "      <td>60545</td>\n",
       "      <td>270.32</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Suicide Squad</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>A secret government agency recruits some of th...</td>\n",
       "      <td>David Ayer</td>\n",
       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
       "      <td>2016</td>\n",
       "      <td>123</td>\n",
       "      <td>6.2</td>\n",
       "      <td>393727</td>\n",
       "      <td>325.02</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                    Title                     Genre  \\\n",
       "0     1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
       "1     2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
       "2     3                    Split           Horror,Thriller   \n",
       "3     4                     Sing   Animation,Comedy,Family   \n",
       "4     5            Suicide Squad  Action,Adventure,Fantasy   \n",
       "\n",
       "                                         Description              Director  \\\n",
       "0  A group of intergalactic criminals are forced ...            James Gunn   \n",
       "1  Following clues to the origin of mankind, a te...          Ridley Scott   \n",
       "2  Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
       "3  In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
       "4  A secret government agency recruits some of th...            David Ayer   \n",
       "\n",
       "                                              Actors  Year  Runtime (Minutes)  \\\n",
       "0  Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014                121   \n",
       "1  Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012                124   \n",
       "2  James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016                117   \n",
       "3  Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016                108   \n",
       "4  Will Smith, Jared Leto, Margot Robbie, Viola D...  2016                123   \n",
       "\n",
       "   Rating   Votes  Revenue (Millions)  Metascore  \n",
       "0     8.1  757074              333.13       76.0  \n",
       "1     7.0  485820              126.46       65.0  \n",
       "2     7.3  157606              138.12       62.0  \n",
       "3     7.2   60545              270.32       59.0  \n",
       "4     6.2  393727              325.02       40.0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 我们想知道这些电影数据中评分的平均分，导演的人数等信息，我们应该怎么获取？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.723199999999999"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie[\"Rating\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "644"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(movie[\"Director\"]).shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对于这一组电影数据，如果我们想Rating，Runtime (Minutes)的分布情况，应该如何呈现数据？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x123e2ccf8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rating分布\n",
    "\n",
    "movie[\"Rating\"].plot(kind=\"hist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rating分布\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.hist(movie[\"Rating\"].values, bins=20)\n",
    "\n",
    "# 2.1 添加刻度\n",
    "max_ = movie[\"Rating\"].max()\n",
    "min_ = movie[\"Rating\"].min()\n",
    "\n",
    "t1 = np.linspace(min_, max_, num=21)\n",
    "\n",
    "plt.xticks(t1)\n",
    "\n",
    "# 2.2 添加网格\n",
    "plt.grid()\n",
    "\n",
    "# 3.显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Runtime (Minutes)分布\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.hist(movie[\"Runtime (Minutes)\"].values, bins=20)\n",
    "\n",
    "# 2.1 添加刻度\n",
    "max_ = movie[\"Runtime (Minutes)\"].max()\n",
    "min_ = movie[\"Runtime (Minutes)\"].min()\n",
    "\n",
    "t1 = np.linspace(min_, max_, num=21)\n",
    "\n",
    "plt.xticks(t1)\n",
    "\n",
    "# 2.2 添加网格\n",
    "plt.grid()\n",
    "\n",
    "# 3.显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对于这一组电影数据，如果我们希望统计电影分类(genre)的情况，应该如何处理数据？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# movie[\"Genre\"]\n",
    "temp_list = [i.split(\",\") for i in movie[\"Genre\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Mystery', 'Sci-Fi'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Biography'],\n",
       " ['Adventure', 'Drama', 'Romance'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Comedy', 'Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Crime', 'Drama', 'Horror'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Western'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama'],\n",
       " ['Horror'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Drama', 'History'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Drama', 'Romance', 'Thriller'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Drama', 'History'],\n",
       " ['Action', 'Drama', 'Romance'],\n",
       " ['Drama', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'War'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Comedy', 'Crime'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Animation', 'Drama', 'Fantasy'],\n",
       " ['Horror', 'Mystery', 'Sci-Fi'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Adventure', 'Drama', 'Sci-Fi'],\n",
       " ['Crime', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Action', 'Horror', 'Thriller'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Romance', 'Sci-Fi'],\n",
       " ['Action', 'Fantasy', 'War'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Adventure', 'Mystery', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Romance'],\n",
       " ['Action'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Crime', 'Mystery'],\n",
       " ['Comedy', 'Family', 'Musical'],\n",
       " ['Adventure', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Drama', 'Music'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Mystery', 'Thriller', 'Western'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Western'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Drama', 'Mystery'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Adventure', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Comedy', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Mystery'],\n",
       " ['Thriller', 'War'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Family'],\n",
       " ['Adventure', 'Horror'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Drama', 'Family', 'Fantasy'],\n",
       " ['Sci-Fi'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'War'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Crime', 'Drama', 'History'],\n",
       " ['Horror', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Drama', 'Sport'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Biography', 'Drama', 'Thriller'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Biography', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Drama', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Horror', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'War'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Romance'],\n",
       " ['Action', 'Drama', 'War'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Drama', 'Musical', 'Romance'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Horror'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Horror'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Adventure', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Crime', 'Drama', 'History'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Crime', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Thriller'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure'],\n",
       " ['Action', 'Fantasy'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Thriller'],\n",
       " ['Action', 'Drama', 'Horror'],\n",
       " ['Comedy', 'Music', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama', 'History'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Horror'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Adventure', 'Fantasy'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Horror'],\n",
       " ['Comedy', 'Horror', 'Thriller'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Music'],\n",
       " ['Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Adventure'],\n",
       " ['Action', 'Adventure', 'Romance'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Comedy', 'Horror'],\n",
       " ['Comedy', 'Fantasy', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Adventure', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Fantasy'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Horror'],\n",
       " ['Comedy', 'Mystery'],\n",
       " ['Drama'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Action', 'Adventure'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Action', 'Mystery', 'Sci-Fi'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Crime', 'Fantasy'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Comedy', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy'],\n",
       " ['Comedy', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Horror'],\n",
       " ['Action', 'Biography', 'Crime'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Comedy', 'Music'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Comedy', 'Drama', 'Horror'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Horror', 'Romance'],\n",
       " ['Action', 'Drama', 'Fantasy'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Action', 'Mystery', 'Thriller'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Adventure', 'Horror'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Comedy'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Family', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Thriller'],\n",
       " ['Adventure', 'Horror', 'Mystery'],\n",
       " ['Action', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Horror', 'Mystery'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Adventure', 'Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Action', 'Crime', 'Mystery'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Drama', 'War'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Family'],\n",
       " ['Drama', 'Romance', 'Thriller'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Crime', 'Sport'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Mystery', 'Sci-Fi', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'War'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Sci-Fi', 'Thriller'],\n",
       " ['Adventure', 'Drama', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'History', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Action', 'Drama', 'Sci-Fi'],\n",
       " ['Adventure', 'Horror'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Crime', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Mystery', 'Sci-Fi', 'Thriller'],\n",
       " ['Action', 'Mystery', 'Sci-Fi'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Drama', 'Romance', 'Thriller'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Action', 'Drama', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Biography'],\n",
       " ['Adventure', 'Comedy', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Fantasy', 'Horror'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Action', 'Fantasy', 'Thriller'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Action', 'Drama', 'Fantasy'],\n",
       " ['Adventure', 'Sci-Fi', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Comedy', 'Romance', 'Sport'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Action', 'Drama', 'Sport'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'Sci-Fi'],\n",
       " ['Animation', 'Action', 'Comedy'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Fantasy', 'Romance'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Sci-Fi'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Action', 'Comedy', 'Romance'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Action', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Horror'],\n",
       " ['Horror'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Adventure', 'Comedy', 'Family'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Comedy', 'Drama', 'Horror'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Family'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Mystery', 'Romance', 'Sci-Fi'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Drama', 'Horror', 'Mystery'],\n",
       " ['Comedy'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Western'],\n",
       " ['Drama', 'History', 'War'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Fantasy', 'Horror', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Action', 'Comedy', 'Fantasy'],\n",
       " ['Drama', 'Horror', 'Musical'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Music'],\n",
       " ['Drama'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Drama'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Adventure', 'Comedy', 'Romance'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Adventure', 'Drama', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'History', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Horror'],\n",
       " ['Action', 'Crime', 'Mystery'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Horror', 'Sci-Fi'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Drama', 'Family'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Crime', 'Drama', 'Horror'],\n",
       " ['Comedy', 'Fantasy'],\n",
       " ['Action', 'Comedy', 'Crime'],\n",
       " ['Adventure', 'Drama', 'Romance'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Romance', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Animation', 'Fantasy'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Mystery', 'War'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Drama', 'Family'],\n",
       " ['Comedy', 'Fantasy', 'Horror'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Thriller'],\n",
       " ['Comedy'],\n",
       " ['Adventure', 'Comedy', 'Sci-Fi'],\n",
       " ['Comedy', 'Drama', 'Fantasy'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Drama', 'Romance'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Adventure', 'Drama', 'Western'],\n",
       " ['Drama', 'Music', 'Romance'],\n",
       " ['Comedy', 'Romance', 'Western'],\n",
       " ['Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Comedy', 'Crime', 'Drama'],\n",
       " ['Action', 'Comedy', 'Romance'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Adventure', 'Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Biography', 'Drama'],\n",
       " ['Drama', 'Music'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Drama', 'Thriller', 'War'],\n",
       " ['Action', 'Mystery', 'Thriller'],\n",
       " ['Horror', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Drama', 'Fantasy', 'Mystery'],\n",
       " ['Drama', 'Sci-Fi'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Action', 'Mystery', 'Thriller'],\n",
       " ['Action', 'Mystery', 'Sci-Fi'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Family'],\n",
       " ['Animation', 'Comedy', 'Family'],\n",
       " ['Action', 'Crime', 'Drama'],\n",
       " ['Comedy'],\n",
       " ['Comedy', 'Crime', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Comedy', 'Drama'],\n",
       " ['Action', 'Crime', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Action', 'Comedy', 'Sci-Fi'],\n",
       " ['Comedy', 'Fantasy', 'Horror'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Fantasy', 'Horror'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Action', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Adventure', 'Biography', 'Drama'],\n",
       " ['Horror', 'Mystery', 'Thriller'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Romance', 'War'],\n",
       " ['Adventure', 'Fantasy', 'Mystery'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Horror', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Drama', 'Sport'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Comedy'],\n",
       " ['Comedy'],\n",
       " ['Mystery', 'Romance', 'Thriller'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Action', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Biography', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Crime'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Thriller'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Music'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Horror'],\n",
       " ['Biography', 'Drama', 'Mystery'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Animation', 'Drama', 'Romance'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Drama'],\n",
       " ['Mystery', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Comedy', 'Family'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Drama', 'Horror', 'Sci-Fi'],\n",
       " ['Comedy', 'Horror', 'Romance'],\n",
       " ['Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Biography', 'Comedy', 'Drama'],\n",
       " ['Drama', 'Mystery', 'Romance'],\n",
       " ['Animation', 'Adventure', 'Comedy'],\n",
       " ['Drama', 'Romance', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Fantasy'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Comedy', 'Horror', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Drama', 'Family'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Thriller', 'War'],\n",
       " ['Action', 'Comedy', 'Horror'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Crime'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Animation', 'Action', 'Adventure'],\n",
       " ['Action', 'Crime', 'Sci-Fi'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Crime', 'Thriller'],\n",
       " ['Comedy', 'Horror', 'Sci-Fi'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Thriller'],\n",
       " ['Adventure', 'Drama', 'Family'],\n",
       " ['Mystery', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Crime', 'Drama'],\n",
       " ['Drama', 'Fantasy', 'Horror'],\n",
       " ['Action', 'Adventure', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Horror'],\n",
       " ['Crime', 'Drama', 'Fantasy'],\n",
       " ['Adventure', 'Family', 'Fantasy'],\n",
       " ['Action', 'Adventure', 'Drama'],\n",
       " ['Action', 'Comedy', 'Horror'],\n",
       " ['Comedy', 'Drama', 'Family'],\n",
       " ['Action', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Drama'],\n",
       " ['Drama'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Comedy', 'Drama', 'Music'],\n",
       " ['Drama', 'Fantasy', 'Music'],\n",
       " ['Drama'],\n",
       " ['Thriller'],\n",
       " ['Comedy', 'Horror'],\n",
       " ['Action', 'Comedy', 'Sport'],\n",
       " ['Horror'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Adventure', 'Drama', 'Fantasy'],\n",
       " ['Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Fantasy', 'Mystery', 'Thriller'],\n",
       " ['Biography', 'Drama'],\n",
       " ['Crime', 'Drama'],\n",
       " ['Action', 'Adventure', 'Sci-Fi'],\n",
       " ['Adventure'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Adventure', 'Comedy', 'Drama'],\n",
       " ['Action', 'Sci-Fi', 'Thriller'],\n",
       " ['Comedy', 'Romance'],\n",
       " ['Action', 'Fantasy', 'Horror'],\n",
       " ['Crime', 'Drama', 'Thriller'],\n",
       " ['Action', 'Drama', 'Thriller'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Drama', 'Sci-Fi', 'Thriller'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Crime', 'Horror', 'Thriller'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Adventure', 'Biography'],\n",
       " ['Adventure', 'Biography', 'Crime'],\n",
       " ['Action', 'Horror', 'Thriller'],\n",
       " ['Action', 'Adventure', 'Western'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Comedy', 'Drama', 'Musical'],\n",
       " ['Horror', 'Mystery'],\n",
       " ['Biography', 'Drama', 'Sport'],\n",
       " ['Comedy', 'Family', 'Romance'],\n",
       " ['Drama', 'Mystery', 'Thriller'],\n",
       " ['Comedy'],\n",
       " ['Drama'],\n",
       " ['Drama', 'Thriller'],\n",
       " ['Biography', 'Drama', 'Family'],\n",
       " ['Comedy', 'Drama', 'Family'],\n",
       " ['Drama', 'Fantasy', 'Musical'],\n",
       " ['Comedy'],\n",
       " ['Adventure', 'Family'],\n",
       " ['Adventure', 'Comedy', 'Fantasy'],\n",
       " ['Horror', 'Thriller'],\n",
       " ['Drama', 'Romance'],\n",
       " ['Horror'],\n",
       " ['Biography', 'Drama', 'History'],\n",
       " ['Action', 'Adventure', 'Fantasy'],\n",
       " ['Drama', 'Family', 'Music'],\n",
       " ['Comedy', 'Drama', 'Romance'],\n",
       " ['Action', 'Adventure', 'Horror'],\n",
       " ['Comedy'],\n",
       " ['Crime', 'Drama', 'Mystery'],\n",
       " ['Horror'],\n",
       " ['Drama', 'Music', 'Romance'],\n",
       " ['Adventure', 'Comedy'],\n",
       " ['Comedy', 'Family', 'Fantasy']]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n",
       "       'Drama', 'Family', 'Fantasy', 'History', 'Horror', 'Music',\n",
       "       'Musical', 'Mystery', 'Romance', 'Sci-Fi', 'Sport', 'Thriller',\n",
       "       'War', 'Western'], dtype='<U9')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
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   "source": [
    "genre_list = np.unique([i for j in temp_list for i in j])\n",
    "genre_list"
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  {
   "cell_type": "code",
   "execution_count": 29,
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    "zeros = np.zeros([movie.shape[0], genre_list.shape[0]])"
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  {
   "cell_type": "code",
   "execution_count": 30,
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   "outputs": [],
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    "temp_movie = pd.DataFrame(zeros, columns=genre_list)"
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   "cell_type": "code",
   "execution_count": 32,
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   "execution_count": 33,
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     "text": [
      "/Users/sherwin/workspaces/ai/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
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      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
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   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "genre.plot(kind=\"bar\", colormap=\"cool\", figsize=(20, 8), fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
